OOIR: Observatory of International Research

Papers

(The median citation count of User Modeling and User-Adapted Interaction is 2. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2020-09-01 to 2024-09-01.)

Article	Citations
Empirical analysis of session-based recommendation algorithms	58
The relationship between user types and gamification designs	49
Interplay between upsampling and regularization for provider fairness in recommender systems	40
A flexible framework for evaluating user and item fairness in recommender systems	31
The effects of controllability and explainability in a social recommender system	30
Exploring author gender in book rating and recommendation	25
Fairness in recommender systems: research landscape and future directions	25
“Knowing me, knowing you”: personalized explanations for a music recommender system	25
Personalized home-care support for the elderly: a field experience with a social robot at home	24
Deploying a robotic positive psychology coach to improve college students’ psychological well-being	21
Personality-based approach for tailoring persuasive mental health applications	21
EvoRecSys: Evolutionary framework for health and well-being recommender systems	19
Potential and effects of personalizing gameful fitness applications using behavior change intentions and Hexad user types	17
Meta-User2Vec model for addressing the user and item cold-start problem in recommender systems	13
A novel group recommender system for domain-independent decision support customizing a grouping genetic algorithm	13
Multimodal modeling of collaborative problem-solving facets in triads	13
Improving accountability in recommender systems research through reproducibility	13
BARGAIN: behavioral affective rule-based games adaptation interface–towards emotionally intelligent games: application on a virtual reality environment for socio-moral development	12
Recommendations for marathon runners: on the application of recommender systems and machine learning to support recreational marathon runners	12
An adaptive decision-making system supported on user preference predictions for human–robot interactive communication	11
Personality-targeted persuasive gamified systems: exploring the impact of application domain on the effectiveness of behaviour change strategies	11
The role of transparency in multi-stakeholder educational recommendations	11
Personalized task difficulty adaptation based on reinforcement learning	11
Introducing CARESSER: A framework for in situ learning robot social assistance from expert knowledge and demonstrations	10
NFC: a deep and hybrid item-based model for item cold-start recommendation	10

Effects and challenges of using a nutrition assistance system: results of a long-term mixed-method study	9
Theory-based habit modeling for enhancing behavior prediction in behavior change support systems	8
An automated system recommending background music to listen to while working	8
Intra-list similarity and human diversity perceptions of recommendations: the details matter	7
Improving cold-start recommendations using item-based stereotypes	6
Empathy as an engaging strategy in social robotics: a pilot study	6
Measuring and modeling context-dependent preferences for hearing aid settings	6
Use of topical and temporal profiles and their hybridisation for content-based recommendation	6
Personalised socially assistive robot for cardiac rehabilitation: Critical reflections on long-term interactions in the real world	6
Safe, effective and explainable drug recommendation based on medical data integration	6
Personalized rehabilitation for children with cerebral palsy	6
Group recommender systems for tourism: how does personality predict preferences for attractions, travel motivations, preferences and concerns?	5
Preface to the special issue on fair, accountable, and transparent recommender systems	5
Eye-tracking-based personality prediction with recommendation interfaces	5
Viewer types in game live streams: questionnaire development and validation	5
Improving session-based recommendation with contrastive learning	5
Considering temporal aspects in recommender systems: a survey	5
A pharmaceutical therapy recommender system enabling shared decision-making	5
A dichotomic approach to adaptive interaction for socially assistive robots	5
Domain-based Latent Personal Analysis and its use for impersonation detection in social media	4
Supporting users in finding successful matches in reciprocal recommender systems	4
Dynamic session-based music recommendation using information retrieval techniques	4
Embarrassingly shallow auto-encoders for dynamic collaborative filtering	4
Rank-sensitive proportional aggregations in dynamic recommendation scenarios	4
A human-centered decentralized architecture and recommendation engine in SIoT	4
Design, development, and evaluation of an interactive personalized social robot to monitor and coach post-stroke rehabilitation exercises	4
Gaze-based predictive models of deep reading comprehension	4
Preface to the special issue on personalization and adaptation in human–robot interactive communication	3
Scalable stream-based recommendations with random walks on incremental graph of sequential interactions with implicit feedback	3
What we see is what we do: a practical Peripheral Vision-Based HMM framework for gaze-enhanced recognition of actions in a medical procedural task	3
Justification of recommender systems results: a service-based approach	3
Exploring raw data transformations on inertial sensor data to model user expertise when learning psychomotor skills	3
Modelling and predicting an individual’s perception of advertising appeal	3
A serious game to extract Hofstede’s cultural dimensions at the individual level	3
Modeling users’ heterogeneous taste with diversified attentive user profiles	3
How do people make decisions in disclosing personal information in tourism group recommendations in competitive versus cooperative conditions?	3
An overview of consensus models for group decision-making and group recommender systems	3
Transferring recommendations through privacy user models across domains	3
Fair performance-based user recommendation in eCoaching systems	3
Device personalization for heterogeneous populations: leveraging physician expertise and national population data to identify medical device patient user groups	3
Extended recommendation-by-explanation	3
A survey on popularity bias in recommender systems	2
Physiology-based personalization of persuasive technology: a user modeling perspective	2
Clustering of conversational bandits with posterior sampling for user preference learning and elicitation	2
Online convex combination of ranking models	2
Emotional intelligence and individuals’ viewing behaviour of human faces: a predictive approach	2
How do item features and user characteristics affect users’ perceptions of recommendation serendipity? A cross-domain analysis	2
An adaptive Metalearner-based flow: a tool for reducing anxiety and increasing self-regulation	2
“Tell Me Why”: using natural language justifications in a recipe recommender system to support healthier food choices	2
Adapting approaching proxemics of a service robot based on physical user behavior and user feedback	2

Dirichlet–Luce choice model for learning from interactions	2
Cognitive personalization for online microtask labor platforms: A systematic literature review	2
Choice models and recommender systems effects on users’ choices	2